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RFC: Add a scalable representation to allow support for scalable vectors #3268
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- Feature Name: repr_scalable | ||
- Start Date: 2022-05-19 | ||
- RFC PR: [rust-lang/rfcs#3268](https://github.com/rust-lang/rfcs/pull/3268) | ||
- Rust Issue: [rust-lang/rust#0000](https://github.com/rust-lang/rust/issues/0000) | ||
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# Summary | ||
[summary]: #summary | ||
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Expanding the SIMD functionality to allow for runtime determined vector lengths. | ||
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# Motivation | ||
[motivation]: #motivation | ||
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Without some support in the compiler it would be impossible to use the | ||
[ACLE](https://developer.arm.com/architectures/system-architectures/software-standards/acle) | ||
[SVE](https://developer.arm.com/documentation/102476/latest/) intrinsics from Arm. | ||
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This RFC will focus on the Arm vector extensions, and will use them for all examples. A large amount of what this | ||
RFC covers is emitting the vscale attribute from LLVM, therefore other scalable vector extensions should work. | ||
In an LLVM developer meeting it was mentioned that RISC-V would use what's accepted for Arm SVE for their vector extensions. | ||
\[[see slide 17](https://llvm.org/devmtg/2019-04/slides/TechTalk-Kruppe-Espasa-RISC-V_Vectors_and_LLVM.pdf)\] | ||
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# Guide-level explanation | ||
[guide-level-explanation]: #guide-level-explanation | ||
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This is mostly an extension to [RFC 1199 SIMD Infrastructure](https://rust-lang.github.io/rfcs/1199-simd-infrastructure.html). | ||
An understanding of that is expected from the reader of this. In addition to that, a basic understanding of | ||
[Arm SVE](https://developer.arm.com/documentation/102476/latest/) is assumed. | ||
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Existing SIMD types are tagged with a `repr(simd)` and contain an array or multiple fields to represent the size of the | ||
vector. Scalable vectors have a size known (and constant) at run-time, but unknown at compile time. For this we propose a | ||
new kind of exotic type, denoted by an additional `repr()`, and based on a ZST. This additional representation, `scalable`, | ||
accepts an integer to determine the number of elements per granule. See the definitions in | ||
[the reference-level explanation](#reference-level-explanation) for more information. | ||
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e.g. for a scalable vector f32 type the following could be its representation: | ||
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```rust | ||
#[repr(simd, scalable(4))] | ||
#[derive(Clone, Copy)] | ||
pub struct svfloat32_t { | ||
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_ty: [f32; 0], | ||
} | ||
``` | ||
`_ty` is purely a type marker, used to get the element type for the LLVM backend. | ||
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This new class of type has some restrictions on it that a normal ZST wouldn't have, and some of the restrictions that a ZST | ||
has do not apply to this new type. | ||
As this type does have a run-time size it can be stored to memory, this is required for spilling to the stack for instance. | ||
This new class of type can't be stored in a structure or a compound type, as the layout of that wouldn't be known at compile | ||
time. | ||
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A simple example that an end user would be able to write for summing of two arrays using functions from the ACLE | ||
for SVE is shown below: | ||
```rust | ||
unsafe { | ||
let step = svcntw() as usize; | ||
for i in (0..SIZE).step_by(step) { | ||
let a = data_a.as_ptr().add(i); | ||
let b = data_b.as_ptr().add(i); | ||
let c = &mut data_c as *mut f32; | ||
let c = c.add(i); | ||
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let pred = svwhilelt_b32(i as _, SIZE as _); | ||
let sva = svld1_f32(pred, a); | ||
let svb = svld1_f32(pred, b); | ||
let svc = svadd_f32_m(pred, sva, svb); | ||
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svst1_f32(svc, pred, c); | ||
} | ||
} | ||
``` | ||
As can be seen by that example the end user wouldn't necessarily interact directly with the changes that are | ||
proposed by this RFC, but might use types and functions that depend on them. | ||
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# Reference-level explanation | ||
[reference-level-explanation]: #reference-level-explanation | ||
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This will focus on LLVM. No investigation has been done into the alternative codegen back ends. At the time of | ||
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writing I believe cranelift doesn't support scalable vectors ([current proposal](https://github.com/bytecodealliance/rfcs/pull/19)), | ||
and the GCC backend is not mature enough to be thinking about this. | ||
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Most of the complexity of SVE will be handled by LLVM and the `vscale` modifier that is applied to vector types. Therefore | ||
changes for this should be fairly minimal for Rust. From the LLVM side this is as simple as calling `LLVMScalableVectorType` | ||
rather than `LLVMVectorType`. | ||
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For a Scalable Vector Type LLVM takes the form `<vscale x elements x type>`. | ||
* `elements` multiplied by sizeof(`type`) gives the smallest allowed register size and the increment size. | ||
* `vscale` is a run time constant that is used to determine the actual vector register size. | ||
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For example, with Arm SVE the scalable vector register (Z register) size has to be a multiple of 128 bits, therefore for `f32`, `elements` would | ||
always be four. At run time `vscale` could be 1, 2, 3, through to 16 which would give register sizes of 128, 256, 384 to 2048. | ||
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The scalable representation accepts the number of `elements` rather than the compiler calculating it, which serves | ||
two purposes. The first being that it removes the need for the compiler to know about the user defined types and how to calculate | ||
the required `element` count. The second being that some of these scalable types can have different element counts. For instance, | ||
the predicates used in SVE have different element counts in LLVM depending on the types they are a predicate for. | ||
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Within Rust some of the requirements on a SIMD type would need to be relaxed when the scalable attribute is applied, for instance, | ||
currently the type can't be a ZST this check would need to be conditioned on the scalable attribute not being present, and a check | ||
to ensure a scalable vector is a ZST should be added. | ||
Aside from that check, all other SIMD checks should be valid to do with what the type can contain. | ||
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This should have minimal impact with other language features, to the same extent that the `repr(simd)` has. | ||
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As mentioned previously `vscale` is a runtime constant. With SVE the vector length can be changed at runtime (e.g. by a | ||
[prctl()](https://www.kernel.org/doc/Documentation/arm64/sve.txt) call in Linux). However, since this would require a change | ||
to `vscale`, this is considered undefined behaviour in Rust. This is consistent with C and C++ implementations. | ||
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# Drawbacks | ||
[drawbacks]: #drawbacks | ||
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One difficulty with this type of approach is typically vector types require a target feature to be enabled. | ||
Currently, a trait implementation can't enable a target feature, so `Clone` can't be implemented without | ||
setting `-C target-feature` via rustc. | ||
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However, that isn't a reason to not do this, it's a pain point that another RFC can address. | ||
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# Prior art | ||
[prior-art]: #prior-art | ||
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This is a relatively new concept, with not much prior art. C has gone a very similar way to this by using a ZST to | ||
represent the SVE types. Aligning with C here means that most of the documentation that already exists for | ||
the intrinsics in C should still be applicable to Rust. | ||
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# Future possibilities | ||
[future-possibilities]: #future-possibilities | ||
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## Portable SIMD | ||
For this to work with portable SIMD in the way that portable SIMD is currently implemented, a const generic parameter | ||
would be needed in the `repr(scalable)`. Creating this dependency would be awkward from an implementation point of view | ||
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as it would require support for symbols within the literals. | ||
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One potential for having portable SIMD working in its current style would be to have a trait as follows: | ||
```rust | ||
pub trait RuntimeScalable { | ||
type Increment; | ||
} | ||
``` | ||
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Which the compiler can use to get the `elements` and `type` from. | ||
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The above representation could then be implemented as: | ||
```rust | ||
#[repr(simd, scalable)] | ||
#[derive(Clone, Copy)] | ||
pub struct svfloat32_t {} | ||
impl RuntimeScalable for svfloat32_t { | ||
type Increment = [f32; 4]; | ||
} | ||
``` | ||
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Given the differences in how scalable SIMD works with current instruction sets it's worth experimenting with | ||
architecture specific implementations first. Therefore portable scalable SIMD should be fully addressed with | ||
another RFC as there should be questions as to how it's going to work with adjusting the active lanes (e.g. | ||
predication). |
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"granule" is mentioned here but not defined anywhere else.
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granule is the name i made-up for the
<4 x i32>
part of the LLVM IR scalable vector type<vscale x 4 x i32>
, idk what it's actually called.There was a problem hiding this comment.
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In LLVM, a scalable type is represented as an
(ElementCount NumElts, Type EltTy)
. AnElementCount
is represented by(IsScalable, MinNumElts)
. Maybe it would be good if called it the minimum number of elements instead ofgranule
?